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made appeears order download script to download all finished orders
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import requests | ||
import getpass | ||
import os | ||
import cgi | ||
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inDir = "/scratch/rave/" # Set input directory to the current working directory | ||
os.chdir(inDir) | ||
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# Enter Earthdata login credentials | ||
username = getpass.getpass('Earthdata Username:') | ||
password = getpass.getpass('Earthdata Password:') | ||
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API = 'https://lpdaacsvc.cr.usgs.gov/appeears/api/' # Set the AρρEEARS API to a variable | ||
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# Insert API URL, call login service, provide credentials & return json | ||
login_response = requests.post(f"{API}/login", auth=(username, password)).json() | ||
del username, password | ||
print(login_response) | ||
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# Assign the token to a variable | ||
token = login_response['token'] | ||
head = {'Authorization': f"Bearer {token}"} | ||
print(head) | ||
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response = requests.get( | ||
'https://lpdaacsvc.cr.usgs.gov/appeears/api/task', | ||
headers=head) | ||
task_response = response.json() | ||
print(task_response) | ||
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def done_task_ids(task_response): | ||
done_task_ids = [] | ||
for task in task_response: | ||
try: | ||
if task['error'] != None: | ||
print(f"Task {task['task_id']} had an error \n {task}") | ||
except Exception as e: | ||
print("Task doesn't have error key, probably still in pending state") | ||
if task['status'] == 'done': | ||
done_task_ids.append(task['task_id']) | ||
else: | ||
print(f"{task['task_id']} is in status {task['status']}") | ||
return done_task_ids | ||
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def get_bundle_size_gb(bundle): | ||
filesizes_gb = [i['file_size']/1e9 for i in bundle['files']] | ||
return sum(filesizes_gb) | ||
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def get_bundles_and_sizes(task_ids): | ||
bundles = [] | ||
for task_id in task_ids: | ||
bundle = requests.get(f"{API}/bundle/{task_id}").json() # Call API and return bundle contents for the task_id as json | ||
print(f"Size of bundle for {task_id} is {get_bundle_size_gb(bundle)} Gb") | ||
bundles.append(bundle) | ||
return bundles | ||
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def download_bundle(bundle, root_dir): | ||
files = {} | ||
for f in bundle['files']: | ||
files[f['file_id']] = f['file_name'] # Fill dictionary with file_id as keys and file_name as values | ||
# Set up output directory on local machine | ||
outDir = f"{root_dir}taskid-{bundle['task_id']}" | ||
if not os.path.exists(outDir): | ||
os.makedirs(outDir) | ||
print(f"made directory at {outDir}") | ||
print(f"Downloading files for {bundle['task_id']}") | ||
for file in files: | ||
download_response = requests.get(f"{API}/bundle/{bundle['task_id']}/{file}", stream=True) # Get a stream to the bundle file | ||
filename = os.path.basename(cgi.parse_header(download_response.headers['Content-Disposition'])[1]['filename']) # Parse the name from Content-Disposition header | ||
filepath = os.path.join(outDir, filename) # Create output file path | ||
with open(filepath, 'wb') as file: # Write file to dest dir | ||
for data in download_response.iter_content(chunk_size=8192): | ||
file.write(data) | ||
print(f"Downloading {bundle['task_id']} complete!") | ||
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def download_bundles(bundles, root_dir): | ||
for bundle in bundles: | ||
download_bundle(bundle, root_dir) | ||
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done_task_ids = done_task_ids(task_response) | ||
bundles = get_bundles_and_sizes(done_task_ids) | ||
download_bundles(bundles, inDir) | ||
print("Done downloading all completed bundles") | ||
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jupyter lab --no-browser -y /home/ryan/work |
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#!/bin/bash | ||
#run this after starting the vm | ||
sudo mkdir -p /az-ml-container | ||
sudo mkdir -p /mnt/blobfusetmp | ||
sudo chown -R ryan /mnt/blobfusetmp/ | ||
sudo chown -R ryan /az-ml-container/ | ||
blobfuse /az-ml-container --tmp-path=/mnt/blobfusetmp -o big_writes -o max_read=131072 -o max_write=131072 -o attr_timeout=240 -o fsname=blobfuse -o entry_timeout=240 -o negative_timeout=120 --config-file=/home/ryan/work/blobfuse.cfg | ||
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# once off case below | ||
sudo mkdir -p /permmnt/$2 | ||
sudo chown -R ryan /permmnt/$2 | ||
sudo mount -t cifs //$1.file.core.windows.net/$2 /permmnt/$2 -o vers=3.0,username=$1,password=$3,dir_mode=0777,file_mode=0777,serverino | ||
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#1 is the storage name, 2 is the share name and 3 is the account key |
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# run if no workspace, make sure to publish container to registry | ||
az ml workspace show -w CropMask_RCNN_Workspace -g cropmaskresource_grouphz --query containerRegistry | ||
az acr login --name cropmaskcontainers | ||
az acr update -n cropmaskcontainers --admin-enabled true | ||
docker tag image_tag_on_local cropmaskcontainers.azurecr.io/remote_tag | ||
docker push cropmaskcontainers.azurecr.io/remote_tag |
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source ~/.bashrc | ||
/data/anaconda/bin/conda update -n base -c defaults conda -y | ||
/data/anaconda/envs/py36/bin/conda env update -f ~/work/CropMask_RCNN/environment.yml -y | ||
cd ~/work/CropMask_RCNN/ | ||
/data/anaconda/envs/py36/bin/python setup.py develop | ||
conda install -c conda-forge jupyterlab=1.0.2 # updating to jupyterlab 1.x |
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# run this in the folder that contains shapefiles, make sure there is a folder called geojson-aois next to it | ||
for f in *.shp; do ogr2ogr -f geojson ../geojson-aois/$f-converted.geojson $f; done |